Foodlog Review Tool

Meal Type

SNACK

Note

Blueberry RXBAR aftermarket h and 35 minute treadmill workout.

Title

Blueberry RXBAR Protein Bar Post-Workout Snack

AI Insight

It looks like your snack included a Blueberry RXBAR Protein Bar, which is a convenient choice. Next time, consider swapping it for a homemade option, which often helps with incorporating more whole foods into your diet. This small change can support a balanced and satisfying snack experience.

AI Observations:

1. packaged
- triggerReason: description indicates specific commercial product
- confidence: 1
2. fiber_rich_food
- triggerReason: RXBARs are known for their fiber content due to nuts and dates
- confidence: 0.9
3. homemade
- triggerReason: description states a commercial product
- confidence: 0
4. restaurant
- triggerReason: description states a commercial product
- confidence: 0
5. incomplete_plate
- triggerReason: description and detected foods suggest single food item
- confidence: 0.8

Food Log Labels:

1. PROCESSED_FOOD_PRESENT
- Type: IMBALANCE
- Family: SODIUM_AND_PROCESSED_FOODS
- Confidence: 1
2. CARB_HEAVY
- Type: IMBALANCE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Blueberry RXBAR Protein Bar

AI Compositions:

- CARBOHYDRATE: 0.5
- PROTEIN: 0.3
- VEG: 0
- FAT: 0.2

Micro Action:

SUBSTITUTION

Action Family:

PORTION_SIZE_AND_PLATE_BALANCE

Best Anchor:

CARB_HEAVY
- Type: IMBALANCE
- Confidence: 1

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 1

The suggested action (if any) makes sense as a secondary step: 1

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 1

What felt off or risky: this brand of bars is pretty nutritious and frequently recommended compare to other brands. But more than that the message can put some guilt on the patient for not making something homemade and that is not ok. Here I would acknowledge pt is taking time for a nutritious snack, it doesn't matter that it is not homemade . Homemade doens't equal always healthier. If it was a diferent brand I would suggested to change to one with more fiber or protein but this bar is great.

By: Jimena | 2026-01-28 22:03:04

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What worked well: Identified food correctly.

What felt off or risky: The protein bar may be consumed for convenience. The current suggestion is about making a homemade option. It might be better to give insights on what to have (snack or meal suggestions) for post-workout.

By: Vince Victa | 2026-01-29 17:04:18

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What worked well: Depends on patient work schedule and behaviors...sometimes suggesting homemade is not feasible for people; and picking up a low sugar protein bar could be already a big improvement for a person that has unhealthy snacking habit.

By: Leah | 2026-01-29 17:59:36

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: Could be de-motivate a people who's already making a big effort to select health choices for snack and add protein intake for exercise, especially GLP-1 users

By: Leah | 2026-01-29 18:00:43

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 2

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 2

What worked well: Tha "best anchor" seems correct

What felt off or risky: Recommending a homemade version without providing simple suggestions that are also convenient and not time consuming or can be packed easily. It also shows 12g of protein on the bar, not sure if this is being captured correctly. It would be great if it could assess the ingredients themselves using AI and the web

By: Mai Wagner | 2026-01-29 20:14:06

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: the suggestion is too vague for what to do next. and honestly, this snack, while processesd, is still pretty balancedd and low sugar and natural. maybe can refine the "not homemade " to also reflect when a storebought thing may also be ok

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 20:42:22

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 1

The suggested action (if any) makes sense as a secondary step: 1

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 1

What felt off or risky: The feedback didnt share anything positive regarding how this snack has minimal ingredients and is one of the healthier protein bars available. It just reiterated what the bar is. Its not necessary to suggest that pts have a whole foods snack, because this is one of the better options for convenience and patient may not be able to make something with whole foods

By: Anna Sramek | 2026-01-29 20:56:30

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: A RXBAR is actually a fairly good choice when it comes to whole food ingredients and highlighting that it is a quick option as a positive and then suggesting a homemade option instead seems ironic

By: Emma Webb | 2026-01-30 04:08:08

Meal Type

LUNCH

Title

Soup with Vegetables and Cherry Tomatoes

AI Insight

It's wonderful to see you enjoying a homemade lunch with whole grains and plenty of vegetables like in your soup and cherry tomatoes. Keep up the great work with these wholesome choices!

AI Observations:

1. vegetables_present
- triggerReason: visible greens in soup
- confidence: 0.9
2. whole_grain
- triggerReason: visible grains in soup
- confidence: 0.7
3. homemade
- triggerReason: casual setting with no restaurant indicators
- confidence: 0.7
4. small_portion
- triggerReason: single small bowl and few tomatoes
- confidence: 0.8

Food Log Labels:

1. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 0.85
2. BALANCED
- Type: POSITIVE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Soup (with visible grains and vegetables)
- Cherry tomatoes

AI Compositions:

- CARBOHYDRATE: 0.4
- PROTEIN: 0.2
- VEG: 0.3
- FAT: 0.1

Micro Action:

none

Action Family:

none

Best Anchor:

BALANCED
- Type: POSITIVE
- Confidence: 1

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: Jimena | 2026-01-28 22:05:26

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: I like where the insight is going, but I don't see any whole grains in the photo.

By: Vince Victa | 2026-01-29 17:05:52

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: . I don't see a carb identified in this meal, or how the system knows it is a whole grain. It would be nice if when the picture is taken, AI can scan it, and if unclear can ask the patient to submit more description?

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 20:44:26

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What worked well: Encouraging language regarding vegetable intake and having a homemade meal

What felt off or risky: There werent any suggestions here, such as maybe asking how full the pt feels after this type of meal since it is smaller, as we can encourage to add a source of protein

By: Anna Sramek | 2026-01-29 20:56:38

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: I'm not positive this soup has whole grains in it

By: Emma Webb | 2026-01-30 04:10:30

Meal Type

BREAKFAST

Title

Soup with Greens and Cherry Tomatoes

AI Insight

It's fantastic that your breakfast included a variety of vegetables like soup with greens and cherry tomatoes. Next time, try adding a source of protein, which often helps with maintaining energy throughout the morning. Keep up the great work with incorporating veggies into your meals!

AI Observations:

1. vegetables_present
- triggerReason: visible greens and tomatoes
- confidence: 0.95
2. homemade
- triggerReason: informal presentation
- confidence: 0.75
3. normal_portion
- triggerReason: typical serving size for a single meal
- confidence: 0.8

Food Log Labels:

1. LOW_PROTEIN
- Type: IMBALANCE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 1
2. VEG_HALF_PLATE
- Type: POSITIVE
- Family: VEGETABLES
- Confidence: 0.95

AI Detected Foods:

- Soup with greens
- Cherry tomatoes

AI Compositions:

- CARBOHYDRATE: 0.1
- PROTEIN: 0.1
- VEG: 0.7
- FAT: 0.1

Micro Action:

COMPOSITION_ADDITION

Action Family:

PROTEIN_QUALITY_AND_ADEQUACY

Best Anchor:

VEG_HALF_PLATE
- Type: POSITIVE
- Confidence: 0.95

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What worked well: identifying the meal needs protein and giving positive feedback on including vegetables

By: Jimena | 2026-01-29 00:31:47

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: Vince Victa | 2026-01-29 17:06:29

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What worked well: Positive language, provided a great suggestion especially regarding maintaining energy

By: Anna Sramek | 2026-01-29 20:57:38

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: Emma Webb | 2026-01-30 04:11:04

Meal Type

BREAKFAST

Title

Breakfast with Round Bread, Egg, Vegetables, and Milk

AI Insight

It looks like you enjoyed a balanced breakfast with some fresh vegetables like cucumber and cherry tomatoes, along with some round bread and egg. It's great to see a homemade meal that includes these wholesome ingredients. Keep up the good work with incorporating such nourishing foods!

AI Observations:

1. vegetables_present
- triggerReason: visible cucumber and cherry tomatoes
- confidence: 0.9
2. normal_portion
- triggerReason: moderate quantity of each food item visible
- confidence: 0.8
3. homemade
- triggerReason: informal presentation and setting
- confidence: 0.7

Food Log Labels:

1. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 0.8
2. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 0.9
3. LATE_MEAL_SILENT
- Type: IMBALANCE
- Family: TIMING
- Confidence: 1

AI Detected Foods:

- Round bread
- Egg
- Cucumber
- Cherry tomatoes
- Milk

AI Compositions:

- CARBOHYDRATE: 0.4
- PROTEIN: 0.2
- VEG: 0.25
- FAT: 0.15

Micro Action:

none

Action Family:

TIMING

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: I don't think it's needed to say "homemade meal" since even a meal we eat out can also be well balanced.

By: Jimena | 2026-01-29 00:33:01

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: Vince Victa | 2026-01-29 17:07:11

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 2

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: the round bread is typically sweet and sugary or very high in refined carbs. if a chinese bun. I'd suggest improving carb quality.

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 20:45:51

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What worked well: Positive language and encouragement

What felt off or risky: It just reiterated what the pt already shared in the description with no suggestions i.e. increasing protein source or ask if there is anything in/on the bread that can also affect vitals)

By: Anna Sramek | 2026-01-29 20:59:58

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: Emma Webb | 2026-01-30 04:12:19

Meal Type

BREAKFAST

Title

Soup with Vegetables, Egg, and Meat

AI Insight

It's wonderful to see that your breakfast included a balanced plate with plenty of vegetables, which is a great way to start your day. Including lean protein like eggs and meat complements your meal beautifully and supports your overall nutrition. Keep up the great work with these healthy choices!

AI Observations:

1. vegetables_present
- triggerReason: visible green vegetables
- confidence: 0.95
2. lean_protein
- triggerReason: presence of non-fatty meat
- confidence: 0.8
3. homemade
- triggerReason: casual presentation and setting
- confidence: 0.8
4. blurry_image
- triggerReason: lack of clear focus
- confidence: 0.7

Food Log Labels:

1. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 0.8
2. VEG_HALF_PLATE
- Type: POSITIVE
- Family: VEGETABLES
- Confidence: 0.95
3. BALANCED
- Type: POSITIVE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Vegetables
- Egg
- Meat

AI Compositions:

- CARBOHYDRATE: 0.1
- PROTEIN: 0.4
- VEG: 0.4
- FAT: 0.1

Micro Action:

none

Action Family:

TIMING

Best Anchor:

VEG_HALF_PLATE
- Type: POSITIVE
- Confidence: 0.95

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What worked well: all looks great

What felt off or risky: none

By: Jimena | 2026-01-29 00:33:41

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: I like the AI insight.

I'm curious how AI identifies if it's a lean protein or a high-fat protein?

By: Vince Victa | 2026-01-29 17:10:19

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: theres no carbs in this meal. was there another photo? I'd say this meal is not balanced, not sure why it didnt' trigger unbalance.

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 20:49:13

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What worked well: positive and encouraging

What felt off or risky: would be helpful to add additional benefits of how vegetables and protein affect our health

By: Anna Sramek | 2026-01-29 21:00:56

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: I would have said "protein" rather than "lean protein"

By: Emma Webb | 2026-01-30 04:17:19

Meal Type

BREAKFAST

Title

Diverse Meal with Vegetables and Avocado

AI Insight

Great choice in opting for an unsweetened beverage with your breakfast! Including healthy fats like avocado is a fantastic way to support sustained energy throughout the morning. Keep up the wonderful balance with those fresh vegetables and whole grains!

AI Observations:

1. vegetables_present
- triggerReason: Visible sliced carrots and cucumbers
- confidence: 0.95
2. healthy_fat_present
- triggerReason: Presence of avocado
- confidence: 0.9
3. whole_grain
- triggerReason: Appearance of bread/roll suggests whole grain
- confidence: 0.7
4. water_or_unsweetened
- triggerReason: Milk appears plain, without signs of flavoring
- confidence: 0.8

Food Log Labels:

1. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 0.8
2. HEALTHY_FAT_PRESENT
- Type: POSITIVE
- Family: FAT_QUALITY
- Confidence: 0.9

AI Detected Foods:

- Sliced vegetables (carrots and cucumbers)
- Avocado
- Egg (partially peeled)
- Yellow bread/roll
- Milk

AI Compositions:

- CARBOHYDRATE: 0.31
- PROTEIN: 0.25
- VEG: 0.3
- FAT: 0.14

Micro Action:

none

Action Family:

TIMING

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 0.8

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What worked well: I like that it mentions avocado as a healthy fat to support energy.

What felt off or risky: it asumes the beverage doesn't have sugar added and many people add sugar. The main point I would have highlighted is the good job of including different food groups and rich in fiber to help with satiety. Maybe instead of healthy fat we can say "a more nutritious fat"

By: Jimena | 2026-01-29 00:46:01

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: Unsweetened beverage: milk? (Milk choice could be sweetened almond milk, soy milk, or other sweetened milk).

By: Vince Victa | 2026-01-29 17:12:54

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 2

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: the bun is too carby. I'd suggest changing that to a whole grain like bread with >4g fiber per slice would be great.

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 20:48:04

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: it would be helpful to ask a f/u message to confirm if the beverage is actually unsweetened

By: Anna Sramek | 2026-01-29 21:02:27

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: The bread does not appear to be whole grain bread

By: Emma Webb | 2026-01-30 04:18:36

Meal Type

BREAKFAST

Title

Bread with Egg and Milk

AI Insight

Choosing an unsweetened beverage like water is a wonderful choice, especially with your breakfast of bread, egg, and milk. Next time, consider adding a gentle movement like a short walk after your meal, which can support better digestion and overall comfort.

AI Observations:

1. whole_grain
- triggerReason: bread has a brownish color suggesting whole grain
- confidence: 0.7
2. water_or_unsweetened
- triggerReason: plain milk in the glass
- confidence: 0.9
3. no_vegetables
- triggerReason: no vegetables visible in the image
- confidence: 1
4. homemade
- triggerReason: informal presentation at home setting
- confidence: 0.75

Food Log Labels:

1. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 0.9
2. CARB_HEAVY
- Type: IMBALANCE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Bread
- Egg
- Milk

AI Compositions:

- CARBOHYDRATE: 0.5
- PROTEIN: 0.25
- VEG: 0
- FAT: 0.25

Micro Action:

GENTLE_MOVEMENT

Action Family:

PORTION_SIZE_AND_PLATE_BALANCE

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: it mentioned water but there is no water in the picture. I don't see why it mentions walking will help with digestion and overall comfort as if patient would have made a complain. I think mentioning to walk after a meal is fine but it needs to be worded differently .like "great job including some protein and whole grain bread with adequate portions, perhaps next time consider adding some more protein. Also, don't forget to move your body after meals to help with your blood sugars and digestion" something like that. It can also remind patient to be choosing a bread rich in riber with at least 3g per serving

By: Jimena | 2026-01-29 01:00:40

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: Vince Victa | 2026-01-29 17:13:34

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 20:47:14

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 1

The suggested action (if any) makes sense as a secondary step: 2

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 1

What felt off or risky: incorrectly identified the burrito as bread, suggesting water doesnt seem necessary here. Would be helpful to add a f/u question of the contents in the burrito

By: Anna Sramek | 2026-01-29 21:07:56

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 2

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 2

What felt off or risky: The mention of water is random; I would have focused on encouragement to add a vegetable instead, but the short walk suggestion is fine

By: Emma Webb | 2026-01-30 04:21:49

Meal Type

LUNCH

Note

Everything bagel with cream cheese, red onions, sprouts, tomatoes and lox

Title

Bagel with Smoked Salmon, Cream Cheese, and Vegetables

AI Insight

It's great to see that you included lean protein with your smoked salmon, which is a positive choice for your lunch. Including whole grains and vegetables like sprouts and tomatoes also adds variety and nutrition to your meal. Keep up the good work with these balanced choices!

AI Observations:

1. whole_grain
- triggerReason: presence of seeds suggesting whole grains
- confidence: 0.7
2. vegetables_present
- triggerReason: description confirms sprouts, onions, and tomatoes
- confidence: 0.9
3. lean_protein
- triggerReason: presence of smoked salmon
- confidence: 0.85

Food Log Labels:

1. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 0.85

AI Detected Foods:

- Bagel
- Smoked salmon
- Cream cheese
- Red onions
- Sprouts
- Tomatoes

AI Compositions:

- CARBOHYDRATE: 0.4
- PROTEIN: 0.3
- VEG: 0.2
- FAT: 0.1

Micro Action:

SUBSTITUTION

Action Family:

WHOLE_GRAINS_AND_FIBER

Best Anchor:

LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Confidence: 0.85

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: I would have added that the sprouts and vegetables add fiber and instead of only highlighting the tomatoes I would have kept it as vegetables since there is also onion and both add variety and fiber . ALso the bagel is probably not whole grain but those seeds add fiber which is good

By: Jimena | 2026-01-29 01:24:28

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What worked well: I like the AI Insight. Maybe ask the patient to check how long this meal kept them full, and whether they noticed any energy dips, IF they submit another food diary at the next meal or snack.

By: Vince Victa | 2026-01-29 17:17:52

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: that's a lot of cream cheese. Why isn't it suggesting healthy fats for a spread instead, like avocado or pesto?

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 20:47:15

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: language/grammar feels off in the first sentence. Would be helpful to specify the benefits of the sprouts, vegetables, and whole grains

By: Anna Sramek | 2026-01-29 21:09:24

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 2

What felt off or risky: Salmon isn't a lean protein and this meal lacks whole grains

By: Emma Webb | 2026-01-30 04:23:56

Meal Type

LUNCH

Note

Lunch: Filipino cuisine

Breakfast: bowl of Joe’s O’s and Lactaid milk, decaf coffee

Title

Pork and Rice Lunch with Filipino Soup

AI Insight

It looks like your meal was missing some vegetables, and next time, try swapping in some fresh veggies for one of the processed items. Adding more vegetables can often help you feel more balanced and energized.

AI Observations:

1. red_meat
- triggerReason: visible pork with crackling and stewed meat
- confidence: 0.9
2. no_vegetables
- triggerReason: absence of visible vegetables in full view
- confidence: 0.8
3. unhealthy_fat_likely
- triggerReason: presence of crackling and fatty meat portions
- confidence: 0.85
4. restaurant
- triggerReason: meal type described as Filipino cuisine, typical of restaurant food
- confidence: 0.9

Food Log Labels:

1. MISSING_VEG
- Type: IMBALANCE
- Family: VEGETABLES
- Confidence: 0.8
2. PROCESSED_FOOD_PRESENT
- Type: IMBALANCE
- Family: SODIUM_AND_PROCESSED_FOODS
- Confidence: 0.9

AI Detected Foods:

- Pork with crackling
- Rice
- Stewed meat
- Filipino soup

AI Compositions:

- CARBOHYDRATE: 0.3
- PROTEIN: 0.4
- VEG: 0
- FAT: 0.3

Micro Action:

SUBSTITUTION

Action Family:

VEGETABLES

Best Anchor:

MISSING_VEG
- Type: IMBALANCE
- Confidence: 0.8

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: some of the Ai insight felt off. I would have said try adding some vegetables next time

By: Jimena | 2026-01-29 01:34:56

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What worked well: Able to identify the missing component of the meal (vegetable)

What felt off or risky: The AI insight recommendation was "try swapping in some fresh veggies for one of the processed items." There are no processed foods in the photo; only fried foods, white rice, and soup.

By: Vince Victa | 2026-01-29 13:02:44

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: the term "processed items" is vague. I'd suggest that because portion of rice and meat looks a bit large, suggest swapping out some of the rice and meat (be more specific) and putting veggies there instead.

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 20:57:49

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 2

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: The insight was correct but worded inappropriately. There are 2 meals shared in the notes but its not clear which meals the recommendations are for. There was no encouragement of the positives (i.e. high protein lunch, choosing decaf coffee)

By: Anna Sramek | 2026-01-29 21:11:17

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 2

What felt off or risky: I think patients might be confused by it referring to restaurant food as "processed"; I would say something along the lines of, "Next time, try ordering a side of veggies instead of one of the meats or rice"

By: Emma Webb | 2026-01-30 04:31:37

Meal Type

LUNCH

Note

Lunch: Trader Joe’s green goddess salad with blackened chicken thigh, crispy puffed rice and green goddess ranch dressing. Whole wheat toast with guacamole and a cutie.

Breakfast: breakfast burrito and decaf coffee with plain creamer.

Title

Trader Joe’s Green Goddess Salad with Avocado Toast

AI Insight

It's great to see that your lunch included a good source of fiber with the whole wheat toast and the green goddess salad. Including healthy fats from the guacamole and dressing is an excellent choice too, as it can support overall satisfaction and fullness. Keep up the fantastic work with these balanced meal components!

AI Observations:

1. vegetables_present
- triggerReason: description mentions salad and mixed greens
- confidence: 0.95
2. whole_grain
- triggerReason: description confirms whole wheat toast
- confidence: 0.9
3. healthy_fat_present
- triggerReason: description confirms guacamole use
- confidence: 0.9
4. homemade
- triggerReason: description implies home-prepared ingredients
- confidence: 0.7
5. normal_portion
- triggerReason: description corroborates visual estimation of meal size
- confidence: 0.8

Food Log Labels:

1. FIBER_SOURCE_PRESENT
- Type: POSITIVE
- Family: WHOLE_GRAINS_AND_FIBER
- Confidence: 0.9
2. HEALTHY_FAT_PRESENT
- Type: POSITIVE
- Family: FAT_QUALITY
- Confidence: 0.9

AI Detected Foods:

- Trader Joe’s green goddess salad with blackened chicken thigh
- Crispy puffed rice
- Green goddess ranch dressing
- Whole wheat toast
- Guacamole
- Cutie (clementine or similar)

AI Compositions:

- CARBOHYDRATE: 0.35
- PROTEIN: 0.25
- VEG: 0.3
- FAT: 0.1

Micro Action:

none

Action Family:

none

Best Anchor:

FIBER_SOURCE_PRESENT
- Type: POSITIVE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: A piece of clementine was not included in the analysis, and lemonade juice may not have been identified because it's barely showing in the photo.

By: Vince Victa | 2026-01-29 13:05:12

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What worked well: This was perfect- touched on healthy fats, whole grains and all the veggies.

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 20:56:06

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: The last line could be worded differently. Other health benefits can be added as well

By: Anna Sramek | 2026-01-29 21:12:37

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: It's not guaranteed that the dressing is a source of healthy fat

By: Emma Webb | 2026-01-30 04:34:06

Meal Type

SNACK

Note

Snack: Chobani plain nonfat Greek yogurt with Bear Naked granola fruit & nut medley.

Breakfast: bowl of Joe’s O’s with Lactaid milk and one cutie.

Title

Greek Yogurt with Granola and Fruit

AI Insight

It's great to see you enjoying snacks like Greek yogurt, granola, and fruit. Next time, consider swapping out some processed foods, which often helps with maintaining a balanced and satisfying snack. Keep up the good work in making mindful choices!

AI Observations:

1. packaged
- triggerReason: Chobani yogurt and Bear Naked granola identified as packaged products
- confidence: 0.95
2. fiber_rich_food
- triggerReason: inclusion of granola fruit & nut medley suggests fiber content
- confidence: 0.8

Food Log Labels:

1. PROCESSED_FOOD_PRESENT
- Type: IMBALANCE
- Family: SODIUM_AND_PROCESSED_FOODS
- Confidence: 0.95

AI Detected Foods:

- Greek yogurt
- Granola
- Fruit

AI Compositions:

- CARBOHYDRATE: 0.4
- PROTEIN: 0.5
- VEG: 0.1
- FAT: 0

Micro Action:

SUBSTITUTION

Action Family:

SODIUM_AND_PROCESSED_FOODS

Best Anchor:

PROCESSED_FOOD_PRESENT
- Type: IMBALANCE
- Confidence: 0.95

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: It might be helpful to identify what the processed foods are and provide other examples of what could be added instead or swapped.

By: Vince Victa | 2026-01-29 13:06:50

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 2

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 2

What felt off or risky: I really dont like to encourage pts to just "cut out" processed foods and there is no recommendation of how to substitute. They can also help provide a baseline of flavor/sweetness in the case as it was also eaten with nuts and yogurt, which is a positive

By: Anna Sramek | 2026-01-29 21:18:04

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 1

The suggested action (if any) makes sense as a secondary step: 1

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 1

What felt off or risky: I would have focus on the fact that Greek yogurt is high in protein, fruit is high in fiber, and to have the patient look into the sugar content of the yogurt and granola to make sure it is not higher than 10g per serving. I would have also suggested to consider using a plain yogurt instead to avoided added sugars

By: Jimena | 2026-01-29 22:26:54

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 2

The suggested action (if any) makes sense as a secondary step: 2

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 2

What felt off or risky: I would have highlighted that this yogurt is a great lean protein option for a snack; the suggested action is too vague b/c technically the yogurt is processed too, suggesting an actual swap for the granola would have been more actionable too (like nuts and/or berries)

By: Emma Webb | 2026-01-30 04:38:04

Meal Type

DINNER

Note

Dinner is boneless, skinless chicken thighs baked with onion, garlic, carrots, and basil with salad of Romaine lettuce, shredded carrots, cherry tomatoes, avocados and ranch dressing, vitamins and water.

Title

Baked Chicken Thighs and Garden Salad with Water

AI Insight

Great choice in opting for an unsweetened beverage with your meal, and it's fantastic to see that your plate was half-filled with vegetables like carrots and cherry tomatoes. Including lean proteins such as boneless, skinless chicken thighs contributes to a well-balanced dinner, keep up the good work!

AI Observations:

1. vegetables_present
- triggerReason: description confirms variety of vegetables like carrots, lettuce, tomatoes, avocados
- confidence: 1
2. lean_protein
- triggerReason: description confirms boneless, skinless chicken thighs
- confidence: 1
3. sauce_or_dressing_heavy
- triggerReason: ranch dressing in salad mentioned in description
- confidence: 0.85
4. water_or_unsweetened
- triggerReason: water explicitly mentioned in description
- confidence: 0.95
5. homemade
- triggerReason: detailed preparation of meal described
- confidence: 0.9
6. medication_in_image_logged
- triggerReason: vitamins mentioned in the description
- confidence: 1

Food Log Labels:

1. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 1
2. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 0.95
3. VEG_HALF_PLATE
- Type: POSITIVE
- Family: VEGETABLES
- Confidence: 1
4. BALANCED
- Type: POSITIVE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Boneless, skinless chicken thighs
- Roasted onions
- Garlic
- Carrots
- Basil
- Romaine lettuce salad
- Shredded carrots
- Cherry tomatoes
- Avocados
- Ranch dressing
- Water
- Vitamins

AI Compositions:

- CARBOHYDRATE: 0.15
- PROTEIN: 0.35
- VEG: 0.4
- FAT: 0.1

Micro Action:

SUBSTITUTION

Action Family:

FAT_QUALITY

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 0.95

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: - AI not able to identify wine/grape juice.
- consider identifying the missing part of a balanced meal, which is whole-grains/starchy veg. Plate already has 1/'2 plate veggies and lean protein.

By: Vince Victa | 2026-01-29 13:09:37

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What worked well: Encouraging language, pointed out positives regarding vegetable portion and hydration

What felt off or risky: Not a big fan of how this is written, doesnt feel natural and has too much of a neutral tone

By: Anna Sramek | 2026-01-29 21:20:06

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What worked well: friendly, supportive and accurate

By: Jimena | 2026-01-29 22:31:46

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What worked well: The specific mention of the half plate of veggies is nice

By: Emma Webb | 2026-01-30 04:40:21

Meal Type

DINNER

Note

Dinner is tilapia fillet sautéed in olive oil and unsalted butter with onion and mushrooms with steamed carrots and broccoli and a green salad of Romaine lettuce, cherry tomatoes, shredded carrots, avocado with Ranch dressing, vitamins and water.

Title

Sautéed Tilapia with Steamed Vegetables and Salad

AI Insight

Choosing an unsweetened beverage and including lean protein like sautéed tilapia are wonderful steps towards a balanced meal. The combination of cooked broccoli, carrots, and avocado adds a variety of nutrients and healthy fats, making your dinner both nutritious and satisfying. Keep up the great work in building such well-rounded meals!

AI Observations:

1. vegetables_present
- triggerReason: Description confirms presence of carrots, broccoli, onion, mushrooms, lettuce, cherry tomatoes, and avocado
- confidence: 1
2. water_or_unsweetened
- triggerReason: Description confirms presence of water
- confidence: 1
3. lean_protein
- triggerReason: Description confirms presence of tilapia
- confidence: 1
4. sauce_or_dressing_heavy
- triggerReason: Dressing mentioned in salad description
- confidence: 0.8
5. healthy_fat_present
- triggerReason: Description confirms use of olive oil and avocado
- confidence: 0.85
6. hydration_logged
- triggerReason: Presence of water and vitamins
- confidence: 0.9

Food Log Labels:

1. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 1
2. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 1
3. VEG_HALF_PLATE
- Type: POSITIVE
- Family: VEGETABLES
- Confidence: 1
4. BALANCED
- Type: POSITIVE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1
5. HEALTHY_FAT_PRESENT
- Type: POSITIVE
- Family: FAT_QUALITY
- Confidence: 0.85

AI Detected Foods:

- Sautéed tilapia fillet
- Cooked broccoli and carrots
- Green salad with Ranch dressing
- Water
- Avocado
- Onion
- Mushrooms
- Vitamins

AI Compositions:

- CARBOHYDRATE: 0.25
- PROTEIN: 0.25
- VEG: 0.45
- FAT: 0.05

Micro Action:

none

Action Family:

none

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 1

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: Vince Victa | 2026-01-29 17:20:02

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: I would have added this meal is high in fiber to help with satiety

By: Jimena | 2026-01-29 22:32:44

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: Emma Webb | 2026-01-30 04:41:26

Meal Type

BREAKFAST

Note

Breakfast is oatmeal, yogurt, apple, banana, walnuts and whole milk, vitamins and water.

Title

Breakfast with Oatmeal, Yogurt, and Fruit

AI Insight

Choosing water or another unsweetened beverage with your breakfast is a great way to stay hydrated and avoid extra sugars. It's wonderful to see fiber and healthy fats in your meal with foods like oatmeal and walnuts. Next time, consider adding a gentle movement after your meal, which can support overall wellness and energy levels.

AI Observations:

1. whole_grain
- triggerReason: oatmeal confirmed
- confidence: 0.9
2. healthy_fat_present
- triggerReason: walnuts present
- confidence: 0.9
3. water_or_unsweetened
- triggerReason: water confirmed
- confidence: 0.9
4. hydration_logged
- triggerReason: multiple drinks noted
- confidence: 0.9
5. medication_in_image_logged
- triggerReason: vitamins confirmed
- confidence: 1
6. homemade
- triggerReason: breakfast described with multiple homemade elements
- confidence: 0.7
7. vegetables_present
- triggerReason: description confirms absence
- confidence: 0

Food Log Labels:

1. FIBER_SOURCE_PRESENT
- Type: POSITIVE
- Family: WHOLE_GRAINS_AND_FIBER
- Confidence: 0.9
2. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 0.9
3. HEALTHY_FAT_PRESENT
- Type: POSITIVE
- Family: FAT_QUALITY
- Confidence: 0.9
4. CARB_HEAVY
- Type: IMBALANCE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Oatmeal
- Banana
- Walnuts
- Apple
- Yogurt
- Whole milk
- Water
- Vitamins

AI Compositions:

- CARBOHYDRATE: 0.5
- PROTEIN: 0.2
- VEG: 0
- FAT: 0.3

Micro Action:

GENTLE_MOVEMENT

Action Family:

PORTION_SIZE_AND_PLATE_BALANCE

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: - AI identified two beverages in this meal.
- Movement is a good suggestion after a meal, but I would like to see a suggestion on how to increase protein if protein is lacking in the meal.

By: Vince Victa | 2026-01-29 17:23:54

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What worked well: looks great

By: Jimena | 2026-01-29 22:33:23

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: "Adding a gentle movement" sounds a little off, maybe "doing some light psychical activity" would be better?

By: Emma Webb | 2026-01-30 04:45:25

Meal Type

DINNER

Note

Protein shake

Title

Protein Shake with Water

AI Insight

Choosing water as your beverage is a positive step forward, supporting your well-being. Next time, consider swapping out processed or fried foods for something fresh and light, which can support a more balanced meal. Keep up the great choices and continue building on your progress!

AI Observations:

1. water_or_unsweetened
- triggerReason: visible water bottle in the image
- confidence: 0.9
2. homemade
- triggerReason: casual setting with a drink served in a generic glass
- confidence: 0.7
3. highly_processed_meal
- triggerReason: description indicates a protein shake
- confidence: 0.8

Food Log Labels:

1. FRIED_PROCESSED
- Type: IMBALANCE
- Family: PROCESSED_AND_FRIED_FOODS
- Confidence: 0.8
2. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 0.9
3. CARB_HEAVY
- Type: IMBALANCE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Protein shake
- Water

AI Compositions:

- CARBOHYDRATE: 0.5
- PROTEIN: 0.3
- VEG: 0
- FAT: 0.2

Micro Action:

SUBSTITUTION

Action Family:

PROCESSED_AND_FRIED_FOODS

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 1

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: - No processed foods or fried foods in the photo.

By: Vince Victa | 2026-01-29 17:28:25

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 2

The suggested action (if any) makes sense as a secondary step: 1

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 2

What felt off or risky: The water just happened to be in the background but basically became the focus of the insight; this protein shake looks at least a little homemade (flecks of fruit) so the mention of processed foods seems a little off-base; the mention of fried foods is super random

By: Emma Webb | 2026-01-30 04:52:04

Meal Type

DINNER

Note

Protein shake

Title

Protein Shake Dinner

AI Insight

Choosing an unsweetened beverage is a great step towards healthier habits. Next time, consider adding some vegetables to your meal, as this can support a more balanced plate and enhance your overall meal satisfaction.

AI Observations:

1. healthy_fat_present
- triggerReason: typical protein shakes contain healthy fats
- confidence: 0.5
2. homemade
- triggerReason: typical homemade protein shake
- confidence: 0.75
3. water_or_unsweetened
- triggerReason: description confirms protein shake
- confidence: 0.8
4. no_vegetables
- triggerReason: description confirms absence by identifying food as protein shake
- confidence: 0.9

Food Log Labels:

1. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 0.8
2. MISSING_VEG
- Type: IMBALANCE
- Family: VEGETABLES
- Confidence: 0.9
3. CARB_HEAVY
- Type: IMBALANCE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Protein shake

AI Compositions:

- CARBOHYDRATE: 0.5
- PROTEIN: 0.4
- VEG: 0
- FAT: 0.1

Micro Action:

COMPOSITION_ADDITION

Action Family:

VEGETABLES

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 0.8

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 1

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: - "Protein shake Dinner" might have sources of fruits and vegetables. The recommendation to add more vegetables may be redundant, especially if the patient doesn't include the smoothie's ingredients.

By: Vince Victa | 2026-01-29 17:28:22

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 2

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: It's not guaranteed this protein shake isn't sweetened

By: Emma Webb | 2026-01-30 04:53:55

Meal Type

BREAKFAST

Note

Sonny D

Title

Sunny D Drink - Breakfast

AI Insight

It's great that you're exploring different breakfast options. Next time, consider swapping out the Sunny D for a refreshing glass of water or herbal tea, which can help balance your meal and support steady energy levels throughout the morning.

AI Observations:

1. sweet_drink
- triggerReason: description explicitly mentions "Sonny D", which is a sugary drink
- confidence: 1

Food Log Labels:

1. LOW_PROTEIN
- Type: IMBALANCE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 1
2. SUGARY_DRINK_OR_DESSERT
- Type: IMBALANCE
- Family: SUGARY_DRINKS
- Confidence: 1
3. CARB_HEAVY
- Type: IMBALANCE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Sunny D

AI Compositions:

- CARBOHYDRATE: 0.95
- PROTEIN: 0
- VEG: 0
- FAT: 0

Micro Action:

SUBSTITUTION

Action Family:

SUGARY_DRINKS

Best Anchor:

SUGARY_DRINK_OR_DESSERT
- Type: IMBALANCE
- Confidence: 1

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: If it's a sweetened fruit drink, it might be more helpful if AI briefly shares why Sunny D is not the best option and encourages them to choose or look for 100% fruit juice.

By: Vince Victa | 2026-01-29 17:33:11

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: This is strange.
sunny delight is not real juice. It's mostly sugar water with flavoring, and a little juice mixed in.
Did the patient eat other food in addition to this sunny d? If Sunny D is all he had, I would suggest having a veggie smoothie instead at least to get more veggies in ideally a veggie juice along with some protein and fat and carbs like a toast and cheese or peanut butter and banana.
If the patient had other foods along with this juice for breakfast, then the suggestion that AI gave is totally fine,

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:03:13

Meal Type

DINNER

Title

Mixed Plate with Cottage Cheese and Beverage

AI Insight

Choosing an unsweetened beverage and using lighter cooking methods are great steps towards healthier habits. Next time, consider a gentle walk after your meal, which often helps with digestion and feeling more comfortable.

AI Observations:

1. grilled
- triggerReason: grill marks on sweet potato slices
- confidence: 0.85
2. sauce_or_dressing_heavy
- triggerReason: visible gravy or sauce on mashed potatoes
- confidence: 0.75
3. vegetables_present
- triggerReason: presence of beets and sweet potato
- confidence: 0.9
4. water_or_unsweetened
- triggerReason: clear beverage in glass
- confidence: 0.8

Food Log Labels:

1. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 0.8
2. LIGHTER_COOKING_METHOD_PRESENT
- Type: POSITIVE
- Family: PROCESSED_AND_FRIED_FOODS
- Confidence: 0.85
3. CARB_HEAVY
- Type: IMBALANCE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Grilled sweet potato slices
- Breaded patty or cutlet
- Mashed potatoes with gravy or sauce
- Beets
- Cottage cheese with date
- Lemon slice
- Beverage (likely water)

AI Compositions:

- CARBOHYDRATE: 0.5
- PROTEIN: 0.2
- VEG: 0.2
- FAT: 0.1

Micro Action:

GENTLE_MOVEMENT

Action Family:

PORTION_SIZE_AND_PLATE_BALANCE

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 0.8

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 1

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: - AI insightly was too focused on unsweetened beverages and lighter cooking methods. Didn't provide feedback on actual meal content.

By: Vince Victa | 2026-01-29 17:35:10

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:03:29

Meal Type

LUNCH

Title

Mixed Meal with Soup, Bread, and Salad

AI Insight

Choosing unsweetened beverages like tea is a great step towards a healthier lifestyle. Including fiber-rich foods such as whole grain bread and vegetables in your lunch further supports your well-being. Keep up the fantastic work with these positive choices!

AI Observations:

1. vegetables_present
- triggerReason: Visible vegetables in soup and salad
- confidence: 0.9
2. whole_grain
- triggerReason: Appearance of the bread
- confidence: 0.8
3. homemade
- triggerReason: Diverse, homely setting with various components
- confidence: 0.7
4. water_or_unsweetened
- triggerReason: Presence of tea and water
- confidence: 0.8

Food Log Labels:

1. FIBER_SOURCE_PRESENT
- Type: POSITIVE
- Family: WHOLE_GRAINS_AND_FIBER
- Confidence: 0.8
2. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 0.8

AI Detected Foods:

- Soup with tofu and vegetables
- Mixed salad (lettuce, tomato)
- Whole grain bread
- Cottage cheese
- Black olives
- Jello
- Tea

AI Compositions:

- CARBOHYDRATE: 0.3
- PROTEIN: 0.3
- VEG: 0.3
- FAT: 0.1

Micro Action:

none

Action Family:

none

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 0.8

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: - Assuming tea is unsweetened may be reached if the patient is adding honey or other sweeteners.

By: Vince Victa | 2026-01-29 17:37:15

Meal Type

BREAKFAST

Title

Breakfast with Toast, Eggs, and Fruit

AI Insight

Great job choosing an unsweetened beverage for your breakfast, which supports your healthy habits. Including fiber sources like whole grains with your meal is also a fantastic choice. Keep up the great work with your selections!

AI Observations:

1. vegetables_present
- triggerReason: visible spinach in eggs
- confidence: 0.95
2. whole_grain
- triggerReason: appearance of toast
- confidence: 0.8
3. water_or_unsweetened
- triggerReason: visible glass of water
- confidence: 0.9
4. sweet_drink
- triggerReason: coffee, potential sweetening
- confidence: 0.6
5. homemade
- triggerReason: casual dining setup, diverse homemade foods
- confidence: 0.85

Food Log Labels:

1. FIBER_SOURCE_PRESENT
- Type: POSITIVE
- Family: WHOLE_GRAINS_AND_FIBER
- Confidence: 0.8
2. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 0.9

AI Detected Foods:

- Toast with spread
- Scrambled eggs with spinach
- Blueberries
- Sliced apple
- Mandarin segments
- Yogurt
- Coffee
- Water

AI Compositions:

- CARBOHYDRATE: 0.4
- PROTEIN: 0.25
- VEG: 0.2
- FAT: 0.15

Micro Action:

none

Action Family:

none

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What worked well: Here's what I'd comment if this comes up in my WS.

"Thank you for sharing. This looks like a well-balanced meal with protein (eggs) and fiber (veggies, fruit, and whole-wheat toast), which can help with fullness and steadier energy.

Keep up the great work!"

By: Vince Victa | 2026-01-29 17:45:47

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 20:58:16

Meal Type

DINNER

Note

Mixed veggie salad, 1 slice 21 grain bread w / tuna, 2tsp mayo, 1/3 slice cheddar cheese, leftover milk from lunch, 6oz water, and leftover apples from lunch not shown.

Title

Veggie Salad Dinner with Water and Bread

AI Insight

Great choice with the unsweetened beverage and including plenty of veggies in your meal. Next time, consider adding a bit more protein to your meal, which can help you feel fuller and more satisfied. Keep up the good work with these balanced choices!

AI Observations:

1. vegetables_present
- triggerReason: Description confirms mixed veggie salad
- confidence: 1
2. whole_grain
- triggerReason: Description specifies 21 grain bread
- confidence: 0.9
3. lean_protein
- triggerReason: Description includes tuna
- confidence: 0.8
4. unhealthy_fat_likely
- triggerReason: Description includes mayonnaise and cheese
- confidence: 0.7
5. water_or_unsweetened
- triggerReason: Description confirms presence of water
- confidence: 1
6. homemade
- triggerReason: Description suggests a homemade meal context
- confidence: 0.8

Food Log Labels:

1. FIBER_SOURCE_PRESENT
- Type: POSITIVE
- Family: WHOLE_GRAINS_AND_FIBER
- Confidence: 0.9
2. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 0.8
3. LOW_PROTEIN
- Type: IMBALANCE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 1
4. UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Family: SUGARY_DRINKS
- Confidence: 1
5. VEG_HALF_PLATE
- Type: POSITIVE
- Family: VEGETABLES
- Confidence: 1

AI Detected Foods:

- Mixed veggie salad (including lettuce, cucumber, radish)
- 21 grain bread
- Tuna
- Mayonnaise
- Cheddar cheese
- Milk
- Water
- Apples (from lunch, not shown)

AI Compositions:

- CARBOHYDRATE: 0.3
- PROTEIN: 0.15
- VEG: 0.4
- FAT: 0.15

Micro Action:

COMPOSITION_ADDITION

Action Family:

PROTEIN_QUALITY_AND_ADEQUACY

Best Anchor:

UNSWEETENED_BEVERAGE_CHOICE
- Type: POSITIVE
- Confidence: 1

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:06:34

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: - AI didn't identify any protein source included in the bread.

By: vince.victa@ihealthlabs.com | 2026-01-30 16:05:37

Meal Type

LUNCH

Title

Sandwich with Carrots and Pickle Slice

AI Insight

It's great to see you're including fiber-rich foods like whole grain bread in your lunch. This is a positive step for maintaining a balanced diet, and the addition of vegetables like carrots adds even more benefits. Keep up the good work with these nourishing choices!

AI Observations:

1. vegetables_present
- triggerReason: visible carrots and pickle
- confidence: 1
2. whole_grain
- triggerReason: appearance of bread
- confidence: 0.8

Food Log Labels:

1. FIBER_SOURCE_PRESENT
- Type: POSITIVE
- Family: WHOLE_GRAINS_AND_FIBER
- Confidence: 0.8

AI Detected Foods:

- Bread
- Ham
- Carrots
- Pickle

AI Compositions:

- CARBOHYDRATE: 0.4
- PROTEIN: 0.3
- VEG: 0.3
- FAT: 0

Micro Action:

none

Action Family:

none

Best Anchor:

FIBER_SOURCE_PRESENT
- Type: POSITIVE
- Confidence: 0.8

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:06:24

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What worked well: Here's what I would've commented: "Nice work including whole-grain bread at lunch. That’s a solid, fiber-rich choice, and adding carrots brings in even more fiber and nutrients."

By: vince.victa@ihealthlabs.com | 2026-01-30 16:07:40

Meal Type

LUNCH

Title

Sandwich with Whole Grain Bread, Carrots, and Pickle

AI Insight

It's wonderful to see that your lunch included a good source of fiber with whole grain choices like your sandwich. Including vegetables such as carrot sticks is a great way to enhance your meal with more nutrients. Keep up the fantastic work with these wholesome choices!

AI Observations:

1. whole_grain
- triggerReason: appearance of sandwich bread
- confidence: 0.9
2. vegetables_present
- triggerReason: visible carrots and pickle
- confidence: 1
3. normal_portion
- triggerReason: moderate size of sandwich and sides
- confidence: 0.8
4. homemade
- triggerReason: informal presentation and plate type
- confidence: 0.7

Food Log Labels:

1. FIBER_SOURCE_PRESENT
- Type: POSITIVE
- Family: WHOLE_GRAINS_AND_FIBER
- Confidence: 0.9

AI Detected Foods:

- Sandwich
- Carrot sticks
- Pickle slice

AI Compositions:

- CARBOHYDRATE: 0.4
- PROTEIN: 0.2
- VEG: 0.3
- FAT: 0.1

Micro Action:

none

Action Family:

none

Best Anchor:

FIBER_SOURCE_PRESENT
- Type: POSITIVE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: When the picture seems to be repeating foods from one day to the next, insights might become repetitive as well, like this one. Please add to your algorithm more interesting nutrition facts about these foods when the images are repetitive and positive

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:06:17

Meal Type

BREAKFAST

Note

1-1/2 eggs
1/2 pc bacon
Potato
Olive oil

Title

Scrambled Eggs, Bacon, and Potatoes with Olive Oil

AI Insight

It's great to see that your breakfast included healthy fats with the use of olive oil, which is a wonderful choice. Keep up the good work in making balanced choices that support your well-being!

AI Observations:

1. no_vegetables
- triggerReason: description specifies no vegetables
- confidence: 1
2. normal_portion
- triggerReason: revised serving size on a small plate
- confidence: 0.75
3. homemade
- triggerReason: typical home preparation indicated by description and presentation
- confidence: 0.8
4. healthy_fat_present
- triggerReason: olive oil noted in description
- confidence: 0.9

Food Log Labels:

1. HEALTHY_FAT_PRESENT
- Type: POSITIVE
- Family: FAT_QUALITY
- Confidence: 0.9

AI Detected Foods:

- Scrambled eggs
- Bacon
- Potatoes
- Olive oil

AI Compositions:

- CARBOHYDRATE: 0.25
- PROTEIN: 0.4
- VEG: 0
- FAT: 0.35

Micro Action:

none

Action Family:

none

Best Anchor:

HEALTHY_FAT_PRESENT
- Type: POSITIVE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: Even though this is overall positive, and the patient isn't over eating carbs and fat and protein, I would still suggest adding vegetables even at breakfast.
This will help with overall digestion and absorption of the food help the patient get more nutrients as they age and as it becomes tougher and tougher for the body to absorb nutrients, and help with glucose and blood pressure response throughout the day

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:08:43

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

By: vince.victa@ihealthlabs.com | 2026-01-30 16:08:36

Meal Type

DINNER

Note

Mahi Mahi fish

Coleslaw-
Red onion
Red bell pepper,
cabbage
Apple
Apple cider vinegar/ lemon Juice/mayo

Title

Mahi Mahi with Coleslaw

AI Insight

It's great to see lean protein like Mahi Mahi fish in your dinner, which supports a balanced meal. Including a variety of vegetables such as cabbage and red bell pepper is another positive step, contributing to a wholesome and nourishing plate. Keep up the fantastic work!

AI Observations:

1. vegetables_present
- triggerReason: description confirms multiple vegetables in coleslaw
- confidence: 1
2. lean_protein
- triggerReason: description confirms Mahi Mahi fish
- confidence: 0.95
3. sauce_or_dressing_heavy
- triggerReason: description confirms mayo-based dressing in coleslaw
- confidence: 0.85
4. normal_portion
- triggerReason: portion size appears moderate
- confidence: 0.75
5. homemade
- triggerReason: description suggests a mix of ingredients typical of homemade coleslaw
- confidence: 0.8

Food Log Labels:

1. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 0.95

AI Detected Foods:

- Mahi Mahi fish
- Coleslaw with red onion, red bell pepper, cabbage, apple
- Lemon wedge

AI Compositions:

- CARBOHYDRATE: 0.25
- PROTEIN: 0.35
- VEG: 0.3
- FAT: 0.1

Micro Action:

none

Action Family:

none

Best Anchor:

LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Confidence: 0.95

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: This is an unbalanced meal. There are no carbs I would recommend a little bit of carbs.

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:16:37

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

By: vince.victa@ihealthlabs.com | 2026-01-30 16:09:35

Meal Type

LUNCH

Title

Cheese, Crackers, and Soup Meal

AI Insight

At your next meal, consider choosing whole grain options instead of refined grains like crackers, which can help you feel more satisfied.

AI Observations:

1. creamy
- triggerReason: soup appears thick and creamy
- confidence: 0.95
2. refined_grain
- triggerReason: crackers appear to be refined grain
- confidence: 0.9
3. red_meat
- triggerReason: presence of salami
- confidence: 0.85
4. unhealthy_fat_likely
- triggerReason: presence of salami and cheese
- confidence: 0.8

Food Log Labels:

1. UNHEALTHY_FAT_CHOICE
- Type: IMBALANCE
- Family: FAT_QUALITY
- Confidence: 0.95
2. REFINED_GRAIN_CHOICE
- Type: IMBALANCE
- Family: WHOLE_GRAINS_AND_FIBER
- Confidence: 0.9

AI Detected Foods:

- Crackers
- Salami
- Cheese slices
- Creamy soup

AI Compositions:

- CARBOHYDRATE: 0.3
- PROTEIN: 0.3
- VEG: 0
- FAT: 0.4

Micro Action:

SUBSTITUTION

Action Family:

WHOLE_GRAINS_AND_FIBER

Best Anchor:

REFINED_GRAIN_CHOICE
- Type: IMBALANCE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 2

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: It looks like the crackers might already be a multigrain thing. in terms of quality. I would say the protein choices are all pretty high in saturated fat.
The soup is an ambiguous blob. I don't know if this has carbohydrates, vegetables, or even if it's cream based.
I would love if AI is scanning this meal to first ask the patient more questions to reduce any ambiguity before providing insight

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:15:47

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 3

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: - Crackers may already be whole-wheat.
- AI didn't identify sausage slices.

By: vince.victa@ihealthlabs.com | 2026-01-30 16:11:11

Meal Type

BREAKFAST

Title

Fruit and Protein Snack Plate

AI Insight

It's great to see that you're including lean proteins like grilled chicken breast and hard-boiled eggs in your breakfast, which is a positive step for balanced nutrition. Next time, consider incorporating some gentle movement after your meal, which often helps with digestion and boosts energy levels. Keep up the good work with your nutritious choices!

AI Observations:

1. lean_protein
- triggerReason: presence of grilled chicken and hard-boiled egg
- confidence: 0.9
2. vegetables_present
- triggerReason: no visible vegetables
- confidence: 0
3. homemade
- triggerReason: use of paper plate and casual presentation
- confidence: 0.8

Food Log Labels:

1. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 0.9
2. CARB_HEAVY
- Type: IMBALANCE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Oranges
- Kiwi
- Berries (strawberries, blackberries, blueberries)
- Hard-boiled egg
- Grilled chicken breast

AI Compositions:

- CARBOHYDRATE: 0.5
- PROTEIN: 0.4
- VEG: 0
- FAT: 0.1

Micro Action:

GENTLE_MOVEMENT

Action Family:

PORTION_SIZE_AND_PLATE_BALANCE

Best Anchor:

LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What felt off or risky: I would still warn the patient hear that fruit gives quick energy that isn't gonna last for more than a couple hours. I would probably suggest having a little whole grains and a little less fruit put that extra fruit at a snack instead that way the patient will have energy that lasts for longer.

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:12:58

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

What felt off or risky: I'd remove "Next time, consider incorporating some gentle movement after your meal, which often helps with digestion and boosts energy levels," since the snack is pretty well balanced. I'd reinforce well-built meals.

By: vince.victa@ihealthlabs.com | 2026-01-30 16:13:22

Meal Type

DINNER

Title

Diverse Meal with Rice, Chili, and Salad

AI Insight

Looks like you enjoyed a variety of foods for dinner, including rice, chili, and some fresh vegetables like cherry tomatoes and lettuce. It's great to see homemade meals with a balance of ingredients. Keep enjoying your meals with these delightful combinations!

AI Observations:

1. vegetables_present
- triggerReason: presence of lettuce and cherry tomatoes
- confidence: 0.9
2. processed_food
- triggerReason: visible processed sausage and crackers
- confidence: 0.85
3. sauce_or_dressing_heavy
- triggerReason: thick, visible chili sauce
- confidence: 0.75
4. homemade
- triggerReason: appearance and plating style
- confidence: 0.8
5. normal_portion
- triggerReason: typical serving size visible
- confidence: 0.85

Food Log Labels:

none

AI Detected Foods:

- Rice
- Chili
- Spring rolls
- Sausage slices
- Cheese
- Crackers
- Cherry tomatoes
- Lettuce

AI Compositions:

- CARBOHYDRATE: 0.4
- PROTEIN: 0.25
- VEG: 0.15
- FAT: 0.2

Micro Action:

none

Action Family:

none

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 2

The suggested action (if any) makes sense as a secondary step: 2

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: The balance in this meal is way off. If both dishes are balanced them, both dishes should be 50% vegetables by volume, but the plate is all carbs, protein, and fat. And the bowl has mostly crackers, cheese, and cured meats and very little vegetables inside.
This person should cut their dinner plate portion of each chili rice and eggrolls in half, adding more vegetables instead

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:11:11

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 3

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

By: vince.victa@ihealthlabs.com | 2026-01-30 16:14:15

Meal Type

LUNCH

Title

Pasta with Meat Sauce and Pear

AI Insight

It looks like your meal was quite hearty with elbow macaroni, meat chunks, and a tomato-based sauce. Next time, consider swapping one of the refined grains for some colorful vegetables, which can often help create a more balanced plate. Adding vegetables is known to support digestion and provide a refreshing contrast to the other ingredients.

AI Observations:

1. refined_grain
- triggerReason: visible shape and texture of elbow macaroni
- confidence: 0.9
2. red_meat
- triggerReason: visible chunks of meat in sauce
- confidence: 0.8
3. sauce_or_dressing_heavy
- triggerReason: thick visible coating on pasta
- confidence: 0.75
4. no_vegetables
- triggerReason: complete view without visible vegetables
- confidence: 0.8
5. homemade
- triggerReason: informal plating style
- confidence: 0.7

Food Log Labels:

1. REFINED_GRAIN_CHOICE
- Type: IMBALANCE
- Family: WHOLE_GRAINS_AND_FIBER
- Confidence: 0.9
2. MISSING_VEG
- Type: IMBALANCE
- Family: VEGETABLES
- Confidence: 0.8
3. CARB_HEAVY
- Type: IMBALANCE
- Family: PORTION_SIZE_AND_PLATE_BALANCE
- Confidence: 1

AI Detected Foods:

- Elbow macaroni
- Meat chunks
- Tomato-based sauce
- Pear

AI Compositions:

- CARBOHYDRATE: 0.5
- PROTEIN: 0.3
- VEG: 0
- FAT: 0.2

Micro Action:

SUBSTITUTION

Action Family:

VEGETABLES

Best Anchor:

MISSING_VEG
- Type: IMBALANCE
- Confidence: 0.8

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 4

The suggested action (if any) makes sense as a secondary step: 2

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: The AI feature suggests to "swap one of the refined grains "however there is only one refined grain on this plate and it is macaroni. I don't know why it suggested swapping the grain as a top priority. I think the fact that this meal is exclusively carbs and protein is a problem, in fact, the biggest problem I would suggest to cut the meal portion in half and add veggies instead.

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:18:31

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 4

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 3

What felt off or risky: - pasta might already be whole-wheat

By: vince.victa@ihealthlabs.com | 2026-01-30 16:15:39

Meal Type

DINNER

Title

Chicken, Vegetables, and Rice Meal with Soup

AI Insight

Great job including lean protein with your dinner, like the chicken you had. It's fantastic to see a balanced meal with vegetables like green beans and mushrooms, which can support overall nourishment. Keep up the good work with your homemade meals!

AI Observations:

1. vegetables_present
- triggerReason: presence of green beans and mushrooms
- confidence: 0.95
2. lean_protein
- triggerReason: presence of chicken
- confidence: 0.9
3. normal_portion
- triggerReason: balanced portion of food components
- confidence: 0.8
4. homemade
- triggerReason: typical home-style serving
- confidence: 0.75

Food Log Labels:

1. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 0.9

AI Detected Foods:

- Chicken
- Green beans
- Rice
- Mushrooms
- Soup

AI Compositions:

- CARBOHYDRATE: 0.3
- PROTEIN: 0.3
- VEG: 0.3
- FAT: 0.1

Micro Action:

none

Action Family:

none

Best Anchor:

LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:18:41

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

By: vince.victa@ihealthlabs.com | 2026-01-30 16:16:18

Meal Type

LUNCH

Title

Dumplings with Orange Slices

AI Insight

It's great that you included orange slices in your lunch, which adds a touch of freshness. Next time, consider adding some vegetables to your meal to enhance variety and support a balanced diet. Including veggies is known to help you feel more satisfied and energized throughout the day.

AI Observations:

1. fried
- triggerReason: browned edges on dumplings
- confidence: 0.85
2. no_vegetables
- triggerReason: full plate visible with no vegetables
- confidence: 0.9
3. normal_portion
- triggerReason: typical meal size for one person
- confidence: 0.8
4. homemade
- triggerReason: home setting with casual plating
- confidence: 0.7

Food Log Labels:

1. MISSING_VEG
- Type: IMBALANCE
- Family: VEGETABLES
- Confidence: 0.9

AI Detected Foods:

- Dumplings
- Orange slices

AI Compositions:

- CARBOHYDRATE: 0.4
- PROTEIN: 0.3
- VEG: 0
- FAT: 0.3

Micro Action:

COMPOSITION_ADDITION

Action Family:

VEGETABLES

Best Anchor:

MISSING_VEG
- Type: IMBALANCE
- Confidence: 0.9

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

What worked well: Great that it's suggesting to add more veggies

What felt off or risky: Could suggest that the patient add the veggies and eat the veggies first. This might naturally encourage the patient to eat more veggies and less carbs because they will fill up on veggies a little sooner however, it also supports better glucose and blood pressure response.

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:21:13

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: vince.victa@ihealthlabs.com | 2026-01-30 16:16:34

Meal Type

DINNER

Title

Mixed Plate with Chicken, Crab, and Vegetables

AI Insight

Great job including lean protein like chicken and crab in your dinner, which is a wonderful way to support a balanced meal. Your choice of green beans also adds a nutritious vegetable component, making your meal both wholesome and delicious. Keep up the good work with these healthy choices!

AI Observations:

1. vegetables_present
- triggerReason: presence of green beans
- confidence: 0.95
2. lean_protein
- triggerReason: presence of chicken
- confidence: 0.8
3. normal_portion
- triggerReason: typical single serving size
- confidence: 0.9
4. homemade
- triggerReason: typical home dining setting
- confidence: 0.85

Food Log Labels:

1. LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Family: PROTEIN_QUALITY_AND_ADEQUACY
- Confidence: 0.8

AI Detected Foods:

- Rice
- Chicken
- Crab
- Green beans

AI Compositions:

- CARBOHYDRATE: 0.4
- PROTEIN: 0.35
- VEG: 0.2
- FAT: 0.05

Micro Action:

none

Action Family:

none

Best Anchor:

LEAN_PROTEIN_PRESENT
- Type: POSITIVE
- Confidence: 0.8

Feedback

For labeling the quality of AI-generated content

The insight correctly identifies and focuses on the most important thing about this meal.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

The suggested action (if any) makes sense as a secondary step for this meal and its timing.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

This insight is clinically appropriate, safe, patient-friendly and something I would feel comfortable sending to a patient.*

Rate: 1–5 (Strongly disagree → Strongly agree)

1 2 3 4 5

What worked well here? (optional)

What felt off or risky? (if you rated anything neutral and below, please add more details) (optional)

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 5

By: nina.ghamrawi@ihealthlabs.com | 2026-01-29 21:21:18

RD Feedback:

The insight correctly identifies and focuses on the most important thing about this meal: 5

The suggested action (if any) makes sense as a secondary step: 5

Clinically appropriate, safe, patient-friendly and comfortable sending to a patient: 4

By: vince.victa@ihealthlabs.com | 2026-01-30 16:17:16

Foodlog Review Tool

Google Authorization